CVE-2026-40288

PraisonAI and praisonaiagents prior to versions 4.5.139 and 1.5.140 are exposed to a critical RCE via untrusted workflow YAML. When a YAML file for type: job is loaded, the JobWorkflowExecutor (job_workflow.py) processes steps allowing run (subprocess.run), script (inline Python via exec), and py...

Deep Scan: Expanding Vulnerability Detection Beyond Traditional Boundaries

Security teams estimate that a significant percentage of enterprise software is installed outside standard system directories or package-managed locations, creating persistent visibility gaps for traditional vulnerability-scanning methods. As environments become more decentralized, with...

Vulnerability Assessment vs Penetration Testing: What Security Leaders Need to Know

Your organization runs quarterly vulnerability scans. You get a report with hundreds, sometimes thousands, of findings. Your team patches what they can and moves on. Six months later, you bring in a penetration testing firm, and they walk right through your defenses using a chain of...

The Code Whisperer: LLM and Graph-Based AI for Smell and Vulnerability Resolution

Code smells and software vulnerabilities both increase maintenance cost, yet they are often handled by separate tools that miss structural context and produce noisy warnings. This paper presents The Code Whisperer, a hybrid framework that combines graph-based program analysis with large language...

Event-Driven Temporal Graph Networks for Asynchronous Multi-Agent Cyber Defense in NetForge_RL

The transition of Multi-Agent Reinforcement Learning MARL policies from simulated cyber wargames to operational Security Operations Centers SOCs is fundamentally bottlenecked by the Sim2Real gap. Legacy simulators abstract away network protocol physics, rely on synchronous ticks, and provide clea...

Scaling Modern AppSec: Moving from Static Profiles to AI-Powered Scan Optimization

Key Highlights The Scale Challenge: As application portfolios grow and release cycles accelerate, traditional scanning models create a forced trade-off between coverage, cost, and velocity – leading to silent gaps that only surface during audits or incidents. The AI Solution: AI-powered scan...

12 Best Practices for Securing AWS Cloud in 2026

Key Takeaways Securing AWS cloud in 2026 depends on continuous, risk-based governance rather than isolated tools or one-time checks. Most cloud security incidents stem from customer-side issues such as identity misuse, misconfigurations, and exposed workloads. Effective security for AWS cloud...

A Guide to Continuous Monitoring for Cyber Threats

A Guide to Continuous Monitoring for Cyber Threats Most security teams still rely on periodic vulnerability scans and annual penetration tests to assess their risk. The problem? Attackers do not work on your schedule. Between those snapshots, new vulnerabilities emerge, configurations drift, and...

Cybersecurity Risk Assessment: The Complete Guide for Security Leaders

Most security teams treat risk assessments as a compliance checkbox, a periodic exercise that generates a thick report, collects dust for six months, and then gets repeated. The result? Organizations discover their biggest exposures only after an incident, not before. A cybersecurity risk...

External Attack Surface Management: What It Is, Why It Matters, and How to Get It Right

Every organization with internet-facing assets has an external attack surface. The question is whether you can see all of it before an attacker does. External attack surface management EASM gives security teams the continuous visibility, context, and control they need to find and fix exposures...

Patch Management: A Complete Guide to Securing Your Organization

Your vulnerability scanners just returned 15,000 findings. Microsoft's Patch Tuesday alone dropped 97 fixes. Linux vendors released another 40. Third-party applications added dozens more. Your security team has exactly the same number of hours in the day as they did last month. This is the realit...

What Is Threat Exposure Management? A Complete Guide

Most security teams can tell you how many vulnerabilities they found last quarter. Very few can tell you which of those vulnerabilities an attacker could actually exploit to breach a critical system. That gap between "found" and "actually dangerous" is the problem threat exposure management was...

PT-2026-31315

Name of the Vulnerable Software and Affected Versions Nix versions prior to 2.34.5 Nix versions prior to 2.33.4 Nix versions prior to 2.32.7 Nix versions prior to 2.31.4 Nix versions prior to 2.30.4 Nix versions prior to 2.29.3 Nix versions prior to 2.28.6 Description A flaw exists in the fix for...

CVE-2026-5670

A vulnerability was found in Cyber-III Student-Management-System up to 1a938fa61e9f735078e9b291d2e6215b4942af3f. This issue affects the function moveuploadedfile of the file /AssignmentSection/submission/upload.php. Performing a manipulation of the argument File results in unrestricted upload. Th...

CVE-2026-5644

A security flaw has been discovered in Cyber-III Student-Management-System up to 1a938fa61e9f735078e9b291d2e6215b4942af3f. Affected is an unknown function of the file /admin/Add%20notice/batch-notice.php. Performing a manipulation of the argument $SERVER'PHPSELF' results in cross site scripting...

CVE-2026-5643

A vulnerability was identified in Cyber-III Student-Management-System up to 1a938fa61e9f735078e9b291d2e6215b4942af3f. This impacts an unknown function of the file /admin/Add%20notice/notice.php of the component Admin Add Endpoint. Such manipulation of the argument $SERVER'PHPSELF' leads to cross...

CVE-2026-5643

A vulnerability was identified in Cyber-III Student-Management-System up to 1a938fa61e9f735078e9b291d2e6215b4942af3f. This impacts an unknown function of the file /admin/Add%20notice/notice.php of the component Admin Add Endpoint. Such manipulation of the argument $SERVER'PHPSELF' leads to cross...

The AI Arms Race – Why Unified Exposure Management Is Becoming a Boardroom Priority

The cybersecurity landscape is accelerating at an unprecedented rate. What is emerging is not simply a rise in the number of vulnerabilities or tools, but a dramatic increase in speed. Speed of attack, speed of exploitation, and speed of change across modern environments. This is the defining...

Command Injection

Overview wenxian is a Generate references. Affected versions of this package are vulnerable to Command Injection via the github.event.comment.body input in the GitHub Actions workflow. An attacker can execute arbitrary shell commands on the CI runner by posting crafted comments to issues, leading...

BIT-GITLAB-2025-13436 Allocation of Resources Without Limits or Throttling in GitLab

GitLab has remediated an issue in GitLab CE/EE affecting all versions from 13.7 before 18.8.7, 18.9 before 18.9.3, and 18.10 before 18.10.1 that could have allowed an authenticated user to cause a denial of service due to excessive resource consumption when handling certain CI-related inputs...